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아타리 게임
Atari Games On Atari 2600 Phoenix
Atari Games On Atari 2600 Phoenix
평가 지표
Score
평가 결과
이 벤치마크에서 각 모델의 성능 결과
Columns
모델 이름
Score
Paper Title
GDI-H3
959580
Generalized Data Distribution Iteration
MuZero
955137.84
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Agent57
908264.15
Agent57: Outperforming the Atari Human Benchmark
GDI-I3
894460
Generalized Data Distribution Iteration
GDI-I3
894460
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
R2D2
864020.0
Recurrent Experience Replay in Distributed Reinforcement Learning
MuZero (Res2 Adam)
815728.7
Online and Offline Reinforcement Learning by Planning with a Learned Model
DNA
391085
DNA: Proximal Policy Optimization with a Dual Network Architecture
Ape-X
224491.1
Distributed Prioritized Experience Replay
IMPALA (deep)
210996.45
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
FQF
174077.5
Fully Parameterized Quantile Function for Distributional Reinforcement Learning
ASL DDQN
71752.6
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Prior+Duel hs
63597.0
Dueling Network Architectures for Deep Reinforcement Learning
IQN
56599
Implicit Quantile Networks for Distributional Reinforcement Learning
DreamerV2
49375
Mastering Atari with Discrete World Models
Advantage Learning
22038.27
Increasing the Action Gap: New Operators for Reinforcement Learning
QR-DQN-1
16585
Distributional Reinforcement Learning with Quantile Regression
Persistent AL
14495.56
Increasing the Action Gap: New Operators for Reinforcement Learning
NoisyNet-Dueling
10379
Noisy Networks for Exploration
CGP
7520
Evolving simple programs for playing Atari games
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